knitr::opts_chunk$set(echo=F, warning=F, message = F)

Resourcing Unit: 0%

Actual Work: 0%

Shift: 0%

Cancellation Reason: 0%

Cancellation Lead Time: 0%

Actual Start: 0%

Actual End: 0%

Is Cancelled: 0%

Actual Rest: 0%

Is Additional: 0%

Is Optional: 0%

Assigned By: 0%

Has Warnings: 0%

Payroll State: 0%

Location Type: 0%

Location: 0%

Cost Centre: 0%

Resource Requirement: 0.003%

Required Team: 0%

Required Grade: 0%

Required Grade Type: 0.01%

Required Grade Type Category: 0%

Fulfilment Type: 0%

Dissection Type: 0%

Posting Org Unit: 0%

Shift Type: 0%

Post: 0%

Assignment No: 1.296%

Contract: 62.471%

Grade: 62.808%

Planned Start: 0.657%

Planned End: 0.318%

Planned Work: 0%

Activity Type: 0%

Activity Benchmark: 0%

Activity Category: 0%

Activity Profile: 0%

Activity Profile Short Name: 0%

PA Value: 0%

Assigned Primary Person: 0%

Supervised: 0%

Reason: 0%

Total Duty Cost: 0%

Exclude from NHPPD: 0%

Is Assignment Change: 0%

Is Standby: 0%

Supplying Agency: 0%

Clock In: 0%

Clock Out: 0%

Clock Work Time: 99.031%

Clock Events Count: 0.651%

Pay Flag Categories: 99.349%

Pay Flags: 99.682%

Device ID: 0.969%

Cancellation Date: 99.349%

Cancellation Time: 99.682%

Date_stamp: 4.165%

Employee Category: 7.515%

Assignment Category: 7.509%

FTE: 7.488%

Contract Hours: 7.448%

Job Sharer: 58.954%

Census Nature of Contract: 7.972%

Start Date in Grade: 7.521%

Time in Grade (Yrs): 7.561%

Assignment Status: 7.477%

Flexible Working Pattern: 99.387%

Org L3: 8.157%

Org L4: 7.489%

Org L7: 7.552%

Column 72: 99.412%

Staff Group: 8.116%

Role: 7.466%

Position Title: 7.485%

Position Number: 7.507%

Subjective Code: 7.549%

Occupation Code: 7.534%

Pay Scale: 7.47%

Gender: 7.481%

Ethnic Origin: 7.498%

Disability: 7.465%

Marital Status: 9.016%

Sexual Orientation: 7.523%

Nationality: 19.092%

Country of Birth: 53.566%

Age Band: 7.793%

Length of Service Band: 7.706%

Religious Belief: 7.413%

AfC Pay Band: 7.533%

Ethnicity Group: 7.568%

Disability Category: 7.177%

ROC-AUC values for location and date models.
Var DateROC LocROC
Assignment No 0.501 0.671
Planned Start 0.970 0.709
Planned End 0.508 0.705
Clock Events Count 0.719 0.658
Device ID 0.816 0.681
Date_stamp 0.576 0.656
Employee Category 0.529 0.558
Assignment Category 0.527 0.556
FTE 0.527 0.571
Contract Hours 0.522 0.572
Census Nature of Contract 0.535 0.568
Start Date in Grade 0.526 0.562
Time in Grade (Yrs) 0.526 0.559
Assignment Status 0.531 0.565
Org L3 0.543 0.587
Org L4 0.524 0.557
Org L7 0.527 0.570
Staff Group 0.541 0.580
Role 0.532 0.571
Position Title 0.524 0.574
Position Number 0.530 0.559
Subjective Code 0.525 0.570
Occupation Code 0.524 0.566
Pay Scale 0.527 0.575
Gender 0.524 0.565
Ethnic Origin 0.523 0.565
Disability 0.520 0.574
Marital Status 0.522 0.571
Sexual Orientation 0.525 0.568
Nationality 0.511 0.571
Age Band 0.533 0.562
Length of Service Band 0.527 0.568
Religious Belief 0.529 0.566
AfC Pay Band 0.522 0.562
Ethnicity Group 0.528 0.564
Disability Category 0.505 0.566

Duty Date on Missing

Owning Unit on Missing